{"id":"W2463300067","doi":"","title":"A \"Step-Back\" Is Actually a \"Step-Forward\" When Attempting to Make the Transition from Administrator to Faculty within the Canadian College Environment.","year":2015,"lang":"en","type":"article","venue":"The College Quarterly","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Transition (genetics); Higher education; Public relations; Psychology; Mathematics education; Pedagogy; Sociology; Political science; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.006514988,0.0003301865,0.0003556697,0.0001632253,0.001240856,0.000668413,0.001855062,0.0001243388,0.002136998],"category_scores_gemma":[0.0001969604,0.0001609926,0.0001576883,0.0007503929,0.0001498365,0.000284457,0.0000580998,0.0003232993,0.005266105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004439309,"about_ca_system_score_gemma":0.001658539,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01476147,"about_ca_topic_score_gemma":0.3893598,"domain_scores_codex":[0.9944839,0.0008058329,0.0009133957,0.0006169758,0.002640243,0.000539683],"domain_scores_gemma":[0.9965428,0.0007449178,0.0002865657,0.001400835,0.0003027871,0.0007220902],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004469614,0.00009311251,0.0005441278,0.00000401184,0.0001375468,0.00002168692,0.2929326,0.000762339,0.0002019103,0.002645745,0.6862493,0.01596068],"study_design_scores_gemma":[0.001635941,0.001811735,0.006721154,0.00005261937,0.000104365,0.00002824458,0.2493975,0.01947287,0.0001653726,0.005044156,0.7149895,0.0005765225],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.732601,0.0000412651,0.003612729,0.2462273,0.00083531,0.003239251,0.00408318,0.00004365952,0.009316276],"genre_scores_gemma":[0.9678394,5.977706e-7,0.002027969,0.02128566,0.0002753031,0.0002466626,0.00003850972,0.00002636794,0.008259571],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3745984,"threshold_uncertainty_score":0.9987752,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1488544708753909,"score_gpt":0.3861885014128269,"score_spread":0.237334030537436,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}